diff --git a/README.md b/README.md
index 90839608..c94159b2 100644
--- a/README.md
+++ b/README.md
@@ -49,7 +49,7 @@ Please [see the User Guide](https://github.com/ssube/onnx-web/blob/main/docs/use
     - [Note about setup paths](#note-about-setup-paths)
     - [Create a virtual environment](#create-a-virtual-environment)
     - [Install pip packages](#install-pip-packages)
-      - [For AMD on Linux: Install ONNX ROCm](#for-amd-on-linux-install-onnx-rocm)
+      - [For AMD on Linux: Install PyTorch and ONNX ROCm](#for-amd-on-linux-install-pytorch-and-onnx-rocm)
       - [For AMD on Windows: Install ONNX DirectML](#for-amd-on-windows-install-onnx-directml)
       - [For CPU on Linux: Install PyTorch CPU](#for-cpu-on-linux-install-pytorch-cpu)
       - [For CPU on Windows: Install PyTorch CPU](#for-cpu-on-windows-install-pytorch-cpu)
@@ -191,11 +191,14 @@ sure you are not using `numpy>=1.24`.
 [This SO question](https://stackoverflow.com/questions/74844262/how-to-solve-error-numpy-has-no-attribute-float-in-python)
 has more details.
 
-#### For AMD on Linux: Install ONNX ROCm
+#### For AMD on Linux: Install PyTorch and ONNX ROCm
 
-If you are running on Linux with an AMD GPU, download and install the ROCm version of `onnxruntime`:
+If you are running on Linux with an AMD GPU, download and install the ROCm version of `onnxruntime` and the ROCm
+version of PyTorch:
 
 ```shell
+> pip install torch torchvision --extra-index-url https://download.pytorch.org/whl/rocm5.2
+
 > wget https://download.onnxruntime.ai/onnxruntime_training-1.13.0.dev20221021001%2Brocm523-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
 
 > pip install ./onnxruntime_training-1.13.0.dev20221021001%2Brocm523-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
@@ -251,9 +254,9 @@ If you are running with an Nvidia GPU on any operating system, install `onnxrunt
 PyTorch:
 
 ```shell
-> pip install onnxruntime-gpu
+> pip install torch torchvision --extra-index-url https://download.pytorch.org/whl/cu117
 
-> pip install torch --extra-index-url https://download.pytorch.org/whl/cu117
+> pip install onnxruntime-gpu
 ```
 
 Make sure you have installed CUDA 11.x and that the version of PyTorch matches the version of CUDA